Derniers graphiques ajoutés

parent b697120c
...@@ -1243,7 +1243,7 @@ ...@@ -1243,7 +1243,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 61, "execution_count": 63,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -1252,13 +1252,13 @@ ...@@ -1252,13 +1252,13 @@
"Text(0,0.5,'Buying power')" "Text(0,0.5,'Buying power')"
] ]
}, },
"execution_count": 61, "execution_count": 63,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
}, },
{ {
"data": { "data": {
"image/png": 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\n", "image/png": 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\n",
"text/plain": [ "text/plain": [
"<Figure size 432x288 with 1 Axes>" "<Figure size 432x288 with 1 Axes>"
] ]
...@@ -1270,7 +1270,7 @@ ...@@ -1270,7 +1270,7 @@
} }
], ],
"source": [ "source": [
"plt.plot(data['Year'],data['Power'], color='green', marker = 'o')\n", "plt.scatter(data['Year'],data['Power'], color='green')\n",
"plt.xlabel('Year')\n", "plt.xlabel('Year')\n",
"plt.ylabel('Buying power')" "plt.ylabel('Buying power')"
] ]
...@@ -1279,7 +1279,51 @@ ...@@ -1279,7 +1279,51 @@
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"Dans un autre graphique, montrez les deux quantités (prix du blé, salaire) sur deux axes différents, sans l'axe du temps. Trouvez une autre façon d'indiquer la progression du temps dans ce graphique. Quelle représentation des données vous paraît la plus claire ? " "## Evolution du prix du blé en fonction du salaire\n",
"\n",
"Dans un dernier graphique, on veut montrer l'évolution du prix du blé en fonction du salaire, sans l'axe du temps. On indique la progression du temps avec la couleur : plus l'année est récente, plus la couleur du point est foncée."
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Price of the quarter of wheat (in shillings by quarter of wheat)')"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(data['Wages'],data['Wheat'], c=data['Year'], cmap = 'Blues')\n",
"plt.xlabel('Weekly wages (in shillings by week)')\n",
"plt.ylabel('Price of the quarter of wheat (in shillings by quarter of wheat)')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conclusion\n",
"\n",
"Parmi tous ces graphique, le plus adapté pour moi est le graphique qui représente directement lévolution du pouvoir d'achat dans le temps. On voit bien l'augmentation progressive du pouvoir d'achat jusqu'aux années 1700, puis une augmentation brutale jusqu'en 1730 avant une stabilisation puis une diminution. \n",
"C'estle comportement globale, mais en comparant chaque année, on constate que l'évolution est \"en dents de scies\" : une année à fort pouvoir d'achat est souvent suivien d'une année à plus faible poivoir d'achat, et inversement. Grace aux autres graphiques, on comprend que ce comportement est directement du à la fluctuation forte d'une année sur l'autre du prix du blé, car le salaire est lui en constante augmentation sur la période de temps étudié."
] ]
} }
], ],
......
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